Nested-GPT is an autoregressive Transformer surrogate that generates variable-multiplicity parton showers while enforcing ordered Markovian branching and matches reference Monte Carlo results for leading-log non-global logarithm resummation in the large-Nc limit.
Non-Global Logarithms, Factorization, and the Soft Substructure of Jets
3 Pith papers cite this work. Polarity classification is still indexing.
abstract
An outstanding problem in QCD and jet physics is the factorization and resummation of logarithms that arise due to phase space constraints, so-called non-global logarithms (NGLs). In this paper, we show that NGLs can be factorized and resummed down to an unresolved infrared scale by making sufficiently many measurements on a jet or other restricted phase space region. Resummation is accomplished by renormalization group evolution of the objects in the factorization theorem and anomalous dimensions can be calculated to any perturbative accuracy and with any number of colors. To connect with the NGLs of more inclusive measurements, we present a novel perturbative expansion which is controlled by the volume of the allowed phase space for unresolved emissions. Arbitrary accuracy can be obtained by making more and more measurements so to resolve lower and lower scales. We find that even a minimal number of measurements produces agreement with Monte Carlo methods for leading-logarithmic resummation of NGLs at the sub-percent level over the full dynamical range relevant for the Large Hadron Collider. We also discuss other applications of our factorization theorem to soft jet dynamics and how to extend to higher-order accuracy.
citation-role summary
citation-polarity summary
fields
hep-ph 3roles
background 1polarities
background 1representative citing papers
A framework is introduced for jet transverse momentum distributions in SIDIS at N³LL accuracy by replacing fragmentation functions with jet functions under a non-standard jet definition.
citing papers explorer
-
Nested-GPT for variable-multiplicity parton showers: A case study in the resummation of non-global logarithms
Nested-GPT is an autoregressive Transformer surrogate that generates variable-multiplicity parton showers while enforcing ordered Markovian branching and matches reference Monte Carlo results for leading-log non-global logarithm resummation in the large-Nc limit.
-
Studying transverse momentum distributions with jets at N$^3$LL
A framework is introduced for jet transverse momentum distributions in SIDIS at N³LL accuracy by replacing fragmentation functions with jet functions under a non-standard jet definition.
- Looking inside jets: an introduction to jet substructure and boosted-object phenomenology